{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "27d14844",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "218ddbf5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Solarize_Light2',\n",
       " '_classic_test_patch',\n",
       " '_mpl-gallery',\n",
       " '_mpl-gallery-nogrid',\n",
       " 'bmh',\n",
       " 'classic',\n",
       " 'dark_background',\n",
       " 'fast',\n",
       " 'fivethirtyeight',\n",
       " 'ggplot',\n",
       " 'grayscale',\n",
       " 'seaborn-v0_8',\n",
       " 'seaborn-v0_8-bright',\n",
       " 'seaborn-v0_8-colorblind',\n",
       " 'seaborn-v0_8-dark',\n",
       " 'seaborn-v0_8-dark-palette',\n",
       " 'seaborn-v0_8-darkgrid',\n",
       " 'seaborn-v0_8-deep',\n",
       " 'seaborn-v0_8-muted',\n",
       " 'seaborn-v0_8-notebook',\n",
       " 'seaborn-v0_8-paper',\n",
       " 'seaborn-v0_8-pastel',\n",
       " 'seaborn-v0_8-poster',\n",
       " 'seaborn-v0_8-talk',\n",
       " 'seaborn-v0_8-ticks',\n",
       " 'seaborn-v0_8-white',\n",
       " 'seaborn-v0_8-whitegrid',\n",
       " 'tableau-colorblind10']"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plt.style.available"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "fd5fd9d0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1e908f4a550>]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(-10,10)\n",
    "y = np.sin(x)\n",
    "plt.plot(x,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "ecc36e1b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1e909857890>]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('dark_background')\n",
    "plt.plot(x,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "d8abf031",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1e90a094a50>]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('bmh')\n",
    "plt.plot(x,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "65ee1345",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1e90a177a10>]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "plt.style.use('ggplot')\n",
    "plt.plot(x,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "9553ab06",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1e90a23cbd0>]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "plt.style.use(['ggplot','bmh'])\n",
    "plt.plot(x,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "cf340f4d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1e90ad90b90>]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "findfont: Font family 'xkcd' not found.\n",
      "findfont: Font family 'xkcd Script' not found.\n",
      "findfont: Font family 'Humor Sans' not found.\n",
      "findfont: Font family 'Comic Neue' not found.\n",
      "findfont: Font family 'xkcd' not found.\n",
      "findfont: Font family 'xkcd Script' not found.\n",
      "findfont: Font family 'Humor Sans' not found.\n",
      "findfont: Font family 'Comic Neue' not found.\n",
      "findfont: Font family 'xkcd' not found.\n",
      "findfont: Font family 'xkcd Script' not found.\n",
      "findfont: Font family 'Humor Sans' not found.\n",
      "findfont: Font family 'Comic Neue' not found.\n",
      "findfont: Font family 'xkcd' not found.\n",
      "findfont: Font family 'xkcd Script' not found.\n",
      "findfont: Font family 'Humor Sans' not found.\n",
      "findfont: Font family 'Comic Neue' not found.\n",
      "findfont: Font family 'xkcd' not found.\n",
      "findfont: Font family 'xkcd Script' not found.\n",
      "findfont: Font family 'Humor Sans' not found.\n",
      "findfont: Font family 'Comic Neue' not found.\n",
      "findfont: Font family 'xkcd' not found.\n",
      "findfont: Font family 'xkcd Script' not found.\n",
      "findfont: Font family 'Humor Sans' not found.\n",
      "findfont: Font family 'Comic Neue' not found.\n",
      "findfont: Font family 'xkcd' not found.\n",
      "findfont: Font family 'xkcd Script' not found.\n",
      "findfont: Font family 'Humor Sans' not found.\n",
      "findfont: Font family 'Comic Neue' not found.\n",
      "findfont: Font family 'xkcd' not found.\n",
      "findfont: Font family 'xkcd Script' not found.\n",
      "findfont: Font family 'Humor Sans' not found.\n",
      "findfont: Font family 'Comic Neue' not found.\n",
      "findfont: Font family 'xkcd' not found.\n",
      "findfont: Font family 'xkcd Script' not found.\n",
      "findfont: Font family 'Humor Sans' not found.\n",
      "findfont: Font family 'Comic Neue' not found.\n",
      "findfont: Font family 'xkcd' not found.\n",
      "findfont: Font family 'xkcd Script' not found.\n",
      "findfont: Font family 'Humor Sans' not found.\n",
      "findfont: Font family 'Comic Neue' not found.\n",
      "findfont: Font family 'xkcd' not found.\n",
      "findfont: Font family 'xkcd Script' not found.\n",
      "findfont: Font family 'Humor Sans' not found.\n",
      "findfont: Font family 'Comic Neue' not found.\n",
      "findfont: Font family 'xkcd' not found.\n",
      "findfont: Font family 'xkcd Script' not found.\n",
      "findfont: Font family 'Humor Sans' not found.\n",
      "findfont: Font family 'Comic Neue' not found.\n",
      "findfont: Font family 'xkcd' not found.\n",
      "findfont: Font family 'xkcd Script' not found.\n",
      "findfont: Font family 'Humor Sans' not found.\n",
      "findfont: Font family 'Comic Neue' not found.\n",
      "findfont: Font family 'xkcd' not found.\n",
      "findfont: Font family 'xkcd Script' not found.\n",
      "findfont: Font family 'Humor Sans' not found.\n",
      "findfont: Font family 'Comic Neue' not found.\n",
      "findfont: Font family 'xkcd' not found.\n",
      "findfont: Font family 'xkcd Script' not found.\n",
      "findfont: Font family 'Humor Sans' not found.\n",
      "findfont: Font family 'Comic Neue' not found.\n",
      "findfont: Font family 'xkcd' not found.\n",
      "findfont: Font family 'xkcd Script' not found.\n",
      "findfont: Font family 'Humor Sans' not found.\n",
      "findfont: Font family 'Comic Neue' not found.\n",
      "findfont: Font family 'xkcd' not found.\n",
      "findfont: Font family 'xkcd Script' not found.\n",
      "findfont: Font family 'Humor Sans' not found.\n",
      "findfont: Font family 'Comic Neue' not found.\n",
      "findfont: Font family 'xkcd' not found.\n",
      "findfont: Font family 'xkcd Script' not found.\n",
      "findfont: Font family 'Humor Sans' not found.\n",
      "findfont: Font family 'Comic Neue' not found.\n",
      "findfont: Font family 'xkcd' not found.\n",
      "findfont: Font family 'xkcd Script' not found.\n",
      "findfont: Font family 'Humor Sans' not found.\n",
      "findfont: Font family 'Comic Neue' not found.\n",
      "findfont: Font family 'xkcd' not found.\n",
      "findfont: Font family 'xkcd Script' not found.\n",
      "findfont: Font family 'Humor Sans' not found.\n",
      "findfont: Font family 'Comic Neue' not found.\n",
      "findfont: Font family 'xkcd' not found.\n",
      "findfont: Font family 'xkcd Script' not found.\n",
      "findfont: Font family 'Humor Sans' not found.\n",
      "findfont: Font family 'Comic Neue' not found.\n",
      "findfont: Font family 'xkcd' not found.\n",
      "findfont: Font family 'xkcd Script' not found.\n",
      "findfont: Font family 'Humor Sans' not found.\n",
      "findfont: Font family 'Comic Neue' not found.\n",
      "findfont: Font family 'xkcd' not found.\n",
      "findfont: Font family 'xkcd Script' not found.\n",
      "findfont: Font family 'Humor Sans' not found.\n",
      "findfont: Font family 'Comic Neue' not found.\n",
      "findfont: Font family 'xkcd' not found.\n",
      "findfont: Font family 'xkcd Script' not found.\n",
      "findfont: Font family 'Humor Sans' not found.\n",
      "findfont: Font family 'Comic Neue' not found.\n",
      "findfont: Font family 'xkcd' not found.\n",
      "findfont: Font family 'xkcd Script' not found.\n",
      "findfont: Font family 'Humor Sans' not found.\n",
      "findfont: Font family 'Comic Neue' not found.\n",
      "findfont: Font family 'xkcd' not found.\n",
      "findfont: Font family 'xkcd Script' not found.\n",
      "findfont: Font family 'Humor Sans' not found.\n",
      "findfont: Font family 'Comic Neue' not found.\n",
      "findfont: Font family 'xkcd' not found.\n",
      "findfont: Font family 'xkcd Script' not found.\n",
      "findfont: Font family 'Humor Sans' not found.\n",
      "findfont: Font family 'Comic Neue' not found.\n",
      "findfont: Font family 'xkcd' not found.\n",
      "findfont: Font family 'xkcd Script' not found.\n",
      "findfont: Font family 'Humor Sans' not found.\n",
      "findfont: Font family 'Comic Neue' not found.\n",
      "findfont: Font family 'xkcd' not found.\n",
      "findfont: Font family 'xkcd Script' not found.\n",
      "findfont: Font family 'Humor Sans' not found.\n",
      "findfont: Font family 'Comic Neue' not found.\n",
      "findfont: Font family 'xkcd' not found.\n",
      "findfont: Font family 'xkcd Script' not found.\n",
      "findfont: Font family 'Humor Sans' not found.\n",
      "findfont: Font family 'Comic Neue' not found.\n",
      "findfont: Font family 'xkcd' not found.\n",
      "findfont: Font family 'xkcd Script' not found.\n",
      "findfont: Font family 'Humor Sans' not found.\n",
      "findfont: Font family 'Comic Neue' not found.\n",
      "findfont: Font family 'xkcd' not found.\n",
      "findfont: Font family 'xkcd Script' not found.\n",
      "findfont: Font family 'Humor Sans' not found.\n",
      "findfont: Font family 'Comic Neue' not found.\n",
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      "findfont: Font family 'xkcd Script' not found.\n",
      "findfont: Font family 'Humor Sans' not found.\n",
      "findfont: Font family 'Comic Neue' not found.\n",
      "findfont: Font family 'xkcd' not found.\n",
      "findfont: Font family 'xkcd Script' not found.\n",
      "findfont: Font family 'Humor Sans' not found.\n",
      "findfont: Font family 'Comic Neue' not found.\n",
      "findfont: Font family 'xkcd' not found.\n",
      "findfont: Font family 'xkcd Script' not found.\n",
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      "findfont: Font family 'xkcd' not found.\n",
      "findfont: Font family 'xkcd Script' not found.\n",
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      "findfont: Font family 'Comic Neue' not found.\n",
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      "findfont: Font family 'xkcd Script' not found.\n",
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      "findfont: Font family 'xkcd' not found.\n",
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      "findfont: Font family 'xkcd' not found.\n",
      "findfont: Font family 'xkcd Script' not found.\n",
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      "findfont: Font family 'xkcd' not found.\n",
      "findfont: Font family 'xkcd Script' not found.\n",
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      "findfont: Font family 'xkcd' not found.\n",
      "findfont: Font family 'xkcd Script' not found.\n",
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      "findfont: Font family 'Comic Neue' not found.\n"
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     "name": "stderr",
     "output_type": "stream",
     "text": [
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      "findfont: Font family 'Humor Sans' not found.\n",
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      "findfont: Font family 'xkcd Script' not found.\n",
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      "findfont: Font family 'Comic Neue' not found.\n"
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    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# %pip install --upgrade matplotlib\n",
    "plt.xkcd()\n",
    "plt.plot(x,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f6807f87",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
